Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 60000 |
| Missing cells (%) | 22.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.1 MiB |
| Average record size in memory | 216.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 10 |
| Unsupported | 6 |
UPN has a high cardinality: 8412 distinct values | High cardinality |
EntryDate has a high cardinality: 349 distinct values | High cardinality |
EnrolStatus is highly imbalanced (60.2%) | Imbalance |
TermlySessionsUnauthorised is highly imbalanced (99.5%) | Imbalance |
Surname has 10000 (100.0%) missing values | Missing |
Forename has 10000 (100.0%) missing values | Missing |
Middlenames has 10000 (100.0%) missing values | Missing |
PreferredSurname has 10000 (100.0%) missing values | Missing |
FormerSurname has 10000 (100.0%) missing values | Missing |
DoB has 10000 (100.0%) missing values | Missing |
UPN is uniformly distributed | Uniform |
Surname is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Forename is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Middlenames is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
PreferredSurname is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
FormerSurname is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
DoB is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TermlySessionsAuthorised has 931 (9.3%) zeros | Zeros |
T_Reason_I has 477 (4.8%) zeros | Zeros |
T_Reason_M has 2072 (20.7%) zeros | Zeros |
T_Reason_S has 205 (2.1%) zeros | Zeros |
T_Reason_T has 1357 (13.6%) zeros | Zeros |
T_Reason_E has 2533 (25.3%) zeros | Zeros |
T_Reason_C has 1194 (11.9%) zeros | Zeros |
T_Reason_G has 2126 (21.3%) zeros | Zeros |
T_Reason_O has 631 (6.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-26 14:05:21.051249 |
|---|---|
| Analysis finished | 2023-06-26 14:05:49.457987 |
| Duration | 28.41 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Estab
Real number (ℝ)
| Distinct | 9608 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189836.43 |
| Minimum | 63468 |
|---|---|
| Maximum | 294802 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 63468 |
|---|---|
| 5-th percentile | 133015.7 |
| Q1 | 166906.5 |
| median | 190318.5 |
| Q3 | 212875.75 |
| 95-th percentile | 245756.1 |
| Maximum | 294802 |
| Range | 231334 |
| Interquartile range (IQR) | 45969.25 |
Descriptive statistics
| Standard deviation | 34109.383 |
|---|---|
| Coefficient of variation (CV) | 0.17967776 |
| Kurtosis | -0.10695731 |
| Mean | 189836.43 |
| Median Absolute Deviation (MAD) | 22949 |
| Skewness | -0.044341877 |
| Sum | 1.8983643 × 109 |
| Variance | 1.16345 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 176687 | 3 | < 0.1% |
| 195025 | 3 | < 0.1% |
| 175694 | 3 | < 0.1% |
| 205235 | 3 | < 0.1% |
| 197677 | 3 | < 0.1% |
| 189690 | 3 | < 0.1% |
| 182937 | 3 | < 0.1% |
| 174146 | 3 | < 0.1% |
| 200043 | 3 | < 0.1% |
| 193191 | 3 | < 0.1% |
| Other values (9598) | 9970 |
| Value | Count | Frequency (%) |
| 63468 | 1 | |
| 70704 | 1 | |
| 76115 | 1 | |
| 78784 | 1 | |
| 83708 | 1 | |
| 83882 | 1 | |
| 84178 | 1 | |
| 84237 | 1 | |
| 85407 | 1 | |
| 85574 | 1 |
| Value | Count | Frequency (%) |
| 294802 | 1 | |
| 292853 | 1 | |
| 291037 | 1 | |
| 290822 | 1 | |
| 289214 | 1 | |
| 289071 | 1 | |
| 288634 | 1 | |
| 288460 | 1 | |
| 288296 | 1 | |
| 287037 | 1 |
UPN
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 8412 |
|---|---|
| Distinct (%) | 84.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 298b355a-28be-47a9-845a-dfb7289b290e | 5 |
|---|---|
| f3637a11-29a2-48e6-8f87-ccf005381594 | 4 |
| dcd9d4ce-11a7-4382-9155-82b78fb4fd98 | 4 |
| 2392d58d-b4bf-46c8-8722-9a560eab1477 | 4 |
| 0a12efef-0712-46f5-b38d-c188124bdc03 | 4 |
| Other values (8407) |
Length
| Max length | 36 |
|---|---|
| Median length | 36 |
| Mean length | 36 |
| Min length | 36 |
Characters and Unicode
| Total characters | 360000 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 7002 ? |
|---|---|
| Unique (%) | 70.0% |
Sample
| 1st row | 6e2aa259-ee06-416f-ad12-1036992061a8 |
|---|---|
| 2nd row | 2bd78167-f6d1-452e-9487-9012efa4dc69 |
| 3rd row | 2483d8ab-c310-4b5c-a86e-cd560c162143 |
| 4th row | c204de8e-8b5b-486e-b2c8-8a0110377512 |
| 5th row | 2d27fbb7-da63-4963-af83-fc2fe1f2380d |
Common Values
| Value | Count | Frequency (%) |
| 298b355a-28be-47a9-845a-dfb7289b290e | 5 | 0.1% |
| f3637a11-29a2-48e6-8f87-ccf005381594 | 4 | < 0.1% |
| dcd9d4ce-11a7-4382-9155-82b78fb4fd98 | 4 | < 0.1% |
| 2392d58d-b4bf-46c8-8722-9a560eab1477 | 4 | < 0.1% |
| 0a12efef-0712-46f5-b38d-c188124bdc03 | 4 | < 0.1% |
| c96cbaec-5aa1-4d33-9863-e6f1a947a5de | 4 | < 0.1% |
| 6063e23c-1a17-4221-8115-9635f5db490d | 4 | < 0.1% |
| 71f269aa-5cea-490e-9a18-b3aa5723cb49 | 4 | < 0.1% |
| b07253f9-6bc2-4123-a506-f18f173f7d25 | 4 | < 0.1% |
| 68f4f08e-9172-4119-82eb-55fbe1c30f2c | 4 | < 0.1% |
| Other values (8402) | 9959 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 298b355a-28be-47a9-845a-dfb7289b290e | 5 | < 0.1% |
| b07253f9-6bc2-4123-a506-f18f173f7d25 | 4 | < 0.1% |
| f3637a11-29a2-48e6-8f87-ccf005381594 | 4 | < 0.1% |
| ae472a43-6e16-4d34-b5c5-9dcfefd78ec9 | 4 | < 0.1% |
| b0efe191-1e80-41be-9499-d50d35ba63d1 | 4 | < 0.1% |
| ab3f6770-5913-4600-902e-384e226cd550 | 4 | < 0.1% |
| 68f4f08e-9172-4119-82eb-55fbe1c30f2c | 4 | < 0.1% |
| c922e955-f2d2-4fc3-8c65-4ca94acab94d | 4 | < 0.1% |
| 71f269aa-5cea-490e-9a18-b3aa5723cb49 | 4 | < 0.1% |
| 6063e23c-1a17-4221-8115-9635f5db490d | 4 | < 0.1% |
| Other values (8402) | 9959 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 40000 | 11.1% |
| 4 | 28518 | 7.9% |
| a | 21370 | 5.9% |
| 8 | 21250 | 5.9% |
| b | 21199 | 5.9% |
| 9 | 21093 | 5.9% |
| 1 | 18945 | 5.3% |
| f | 18913 | 5.3% |
| d | 18908 | 5.3% |
| 2 | 18836 | 5.2% |
| Other values (7) | 130968 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 202160 | |
| Lowercase Letter | 117840 | |
| Dash Punctuation | 40000 | 11.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 28518 | |
| 8 | 21250 | |
| 9 | 21093 | |
| 1 | 18945 | |
| 2 | 18836 | |
| 3 | 18785 | |
| 5 | 18707 | |
| 0 | 18703 | |
| 6 | 18694 | |
| 7 | 18629 |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 21370 | |
| b | 21199 | |
| f | 18913 | |
| d | 18908 | |
| c | 18804 | |
| e | 18646 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 40000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 242160 | |
| Latin | 117840 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| - | 40000 | |
| 4 | 28518 | |
| 8 | 21250 | |
| 9 | 21093 | |
| 1 | 18945 | |
| 2 | 18836 | |
| 3 | 18785 | |
| 5 | 18707 | |
| 0 | 18703 | |
| 6 | 18694 |
Latin
| Value | Count | Frequency (%) |
| a | 21370 | |
| b | 21199 | |
| f | 18913 | |
| d | 18908 | |
| c | 18804 | |
| e | 18646 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 360000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 40000 | 11.1% |
| 4 | 28518 | 7.9% |
| a | 21370 | 5.9% |
| 8 | 21250 | 5.9% |
| b | 21199 | 5.9% |
| 9 | 21093 | 5.9% |
| 1 | 18945 | 5.3% |
| f | 18913 | 5.3% |
| d | 18908 | 5.3% |
| 2 | 18836 | 5.2% |
| Other values (7) | 130968 |
Surname
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
Forename
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
Middlenames
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
PreferredSurname
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
FormerSurname
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | F |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| M | 5070 | |
| F | 4930 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 5070 | |
| f | 4930 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 5070 | |
| F | 4930 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 5070 | |
| F | 4930 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 5070 | |
| F | 4930 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 5070 | |
| F | 4930 |
DoB
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
EnrolStatus
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| C | |
|---|---|
| Leaver | |
| M | 96 |
| S | 16 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.9565 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19565 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | Leaver |
Common Values
| Value | Count | Frequency (%) |
| C | 7975 | |
| Leaver | 1913 | 19.1% |
| M | 96 | 1.0% |
| S | 16 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| c | 7975 | |
| leaver | 1913 | 19.1% |
| m | 96 | 1.0% |
| s | 16 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 7975 | |
| e | 3826 | |
| L | 1913 | 9.8% |
| a | 1913 | 9.8% |
| v | 1913 | 9.8% |
| r | 1913 | 9.8% |
| M | 96 | 0.5% |
| S | 16 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10000 | |
| Lowercase Letter | 9565 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 7975 | |
| L | 1913 | 19.1% |
| M | 96 | 1.0% |
| S | 16 | 0.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3826 | |
| a | 1913 | |
| v | 1913 | |
| r | 1913 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19565 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 7975 | |
| e | 3826 | |
| L | 1913 | 9.8% |
| a | 1913 | 9.8% |
| v | 1913 | 9.8% |
| r | 1913 | 9.8% |
| M | 96 | 0.5% |
| S | 16 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19565 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 7975 | |
| e | 3826 | |
| L | 1913 | 9.8% |
| a | 1913 | 9.8% |
| v | 1913 | 9.8% |
| r | 1913 | 9.8% |
| M | 96 | 0.5% |
| S | 16 | 0.1% |
EntryDate
Categorical
| Distinct | 349 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 2010-09-02 00:00:00 | |
|---|---|
| 2011-09-07 00:00:00 | |
| 2014-09-04 00:00:00 | |
| 2013-09-05 00:00:00 | |
| 2014-09-03 00:00:00 | |
| Other values (344) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 190000 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 168 ? |
|---|---|
| Unique (%) | 1.7% |
Sample
| 1st row | 2014-09-04 00:00:00 |
|---|---|
| 2nd row | 2013-09-04 00:00:00 |
| 3rd row | 2014-07-15 00:00:00 |
| 4th row | 2014-09-05 00:00:00 |
| 5th row | 2010-09-01 00:00:00 |
Common Values
| Value | Count | Frequency (%) |
| 2010-09-02 00:00:00 | 757 | 7.6% |
| 2011-09-07 00:00:00 | 719 | 7.2% |
| 2014-09-04 00:00:00 | 702 | 7.0% |
| 2013-09-05 00:00:00 | 657 | 6.6% |
| 2014-09-03 00:00:00 | 653 | 6.5% |
| 2012-09-06 00:00:00 | 644 | 6.4% |
| 2011-09-05 00:00:00 | 624 | 6.2% |
| 2010-09-01 00:00:00 | 584 | 5.8% |
| 2012-09-04 00:00:00 | 545 | 5.5% |
| 2013-09-03 00:00:00 | 481 | 4.8% |
| Other values (339) | 3634 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 00:00:00 | 10000 | |
| 2010-09-02 | 757 | 3.8% |
| 2011-09-07 | 719 | 3.6% |
| 2014-09-04 | 702 | 3.5% |
| 2013-09-05 | 657 | 3.3% |
| 2014-09-03 | 653 | 3.3% |
| 2012-09-06 | 644 | 3.2% |
| 2011-09-05 | 624 | 3.1% |
| 2010-09-01 | 584 | 2.9% |
| 2012-09-04 | 545 | 2.7% |
| Other values (340) | 4115 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 91011 | |
| - | 20000 | 10.5% |
| : | 20000 | 10.5% |
| 1 | 14110 | 7.4% |
| 2 | 13321 | 7.0% |
| 10000 | 5.3% | |
| 9 | 9496 | 5.0% |
| 4 | 4319 | 2.3% |
| 3 | 3538 | 1.9% |
| 5 | 2129 | 1.1% |
| Other values (3) | 2076 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 140000 | |
| Dash Punctuation | 20000 | 10.5% |
| Other Punctuation | 20000 | 10.5% |
| Space Separator | 10000 | 5.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 91011 | |
| 1 | 14110 | 10.1% |
| 2 | 13321 | 9.5% |
| 9 | 9496 | 6.8% |
| 4 | 4319 | 3.1% |
| 3 | 3538 | 2.5% |
| 5 | 2129 | 1.5% |
| 6 | 1166 | 0.8% |
| 7 | 826 | 0.6% |
| 8 | 84 | 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 20000 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 20000 |
Space Separator
| Value | Count | Frequency (%) |
| 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 190000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 91011 | |
| - | 20000 | 10.5% |
| : | 20000 | 10.5% |
| 1 | 14110 | 7.4% |
| 2 | 13321 | 7.0% |
| 10000 | 5.3% | |
| 9 | 9496 | 5.0% |
| 4 | 4319 | 2.3% |
| 3 | 3538 | 1.9% |
| 5 | 2129 | 1.1% |
| Other values (3) | 2076 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 190000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 91011 | |
| - | 20000 | 10.5% |
| : | 20000 | 10.5% |
| 1 | 14110 | 7.4% |
| 2 | 13321 | 7.0% |
| 10000 | 5.3% | |
| 9 | 9496 | 5.0% |
| 4 | 4319 | 2.3% |
| 3 | 3538 | 1.9% |
| 5 | 2129 | 1.1% |
| Other values (3) | 2076 | 1.1% |
NCyearActual
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 9 | |
|---|---|
| 11 | |
| 8 | |
| 10 | |
| 12 | |
| Other values (3) |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 1.8427 |
| Min length | 1 |
Characters and Unicode
| Total characters | 18427 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 9 |
|---|---|
| 2nd row | 7 |
| 3rd row | 11 |
| 4th row | 10 |
| 5th row | 10 |
Common Values
| Value | Count | Frequency (%) |
| 9 | 2040 | |
| 11 | 1907 | |
| 8 | 1878 | |
| 10 | 1869 | |
| 12 | 1224 | |
| Leaver | 683 | 6.8% |
| 7 | 387 | 3.9% |
| 13 | 12 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 9 | 2040 | |
| 11 | 1907 | |
| 8 | 1878 | |
| 10 | 1869 | |
| 12 | 1224 | |
| leaver | 683 | 6.8% |
| 7 | 387 | 3.9% |
| 13 | 12 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6919 | |
| 9 | 2040 | 11.1% |
| 8 | 1878 | 10.2% |
| 0 | 1869 | 10.1% |
| e | 1366 | 7.4% |
| 2 | 1224 | 6.6% |
| L | 683 | 3.7% |
| a | 683 | 3.7% |
| v | 683 | 3.7% |
| r | 683 | 3.7% |
| Other values (2) | 399 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 14329 | |
| Lowercase Letter | 3415 | 18.5% |
| Uppercase Letter | 683 | 3.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6919 | |
| 9 | 2040 | 14.2% |
| 8 | 1878 | 13.1% |
| 0 | 1869 | 13.0% |
| 2 | 1224 | 8.5% |
| 7 | 387 | 2.7% |
| 3 | 12 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1366 | |
| a | 683 | |
| v | 683 | |
| r | 683 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 683 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 14329 | |
| Latin | 4098 | 22.2% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 6919 | |
| 9 | 2040 | 14.2% |
| 8 | 1878 | 13.1% |
| 0 | 1869 | 13.0% |
| 2 | 1224 | 8.5% |
| 7 | 387 | 2.7% |
| 3 | 12 | 0.1% |
Latin
| Value | Count | Frequency (%) |
| e | 1366 | |
| L | 683 | |
| a | 683 | |
| v | 683 | |
| r | 683 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18427 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 6919 | |
| 9 | 2040 | 11.1% |
| 8 | 1878 | 10.2% |
| 0 | 1869 | 10.1% |
| e | 1366 | 7.4% |
| 2 | 1224 | 6.6% |
| L | 683 | 3.7% |
| a | 683 | 3.7% |
| v | 683 | 3.7% |
| r | 683 | 3.7% |
| Other values (2) | 399 | 2.2% |
TermlySessionsPossible
Real number (ℝ)
| Distinct | 93 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.0165 |
| Minimum | 20 |
|---|---|
| Maximum | 140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 89 |
| Q1 | 110 |
| median | 122 |
| Q3 | 132 |
| 95-th percentile | 138 |
| Maximum | 140 |
| Range | 120 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 15.875958 |
|---|---|
| Coefficient of variation (CV) | 0.13339291 |
| Kurtosis | 0.90483939 |
| Mean | 119.0165 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -1.005553 |
| Sum | 1190165 |
| Variance | 252.04603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 134 | 314 | 3.1% |
| 137 | 310 | 3.1% |
| 138 | 308 | 3.1% |
| 136 | 306 | 3.1% |
| 127 | 299 | 3.0% |
| 139 | 298 | 3.0% |
| 130 | 292 | 2.9% |
| 129 | 292 | 2.9% |
| 135 | 286 | 2.9% |
| 131 | 286 | 2.9% |
| Other values (83) | 7009 |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 52 | 2 | |
| 53 | 2 | |
| 54 | 3 | |
| 55 | 4 | |
| 56 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 140 | 146 | |
| 139 | 298 | |
| 138 | 308 | |
| 137 | 310 | |
| 136 | 306 | |
| 135 | 286 | |
| 134 | 314 | |
| 133 | 248 | |
| 132 | 285 | |
| 131 | 286 |
TermlySessionsAuthorised
Real number (ℝ)
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3904 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 931 |
| Zeros (%) | 9.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.6005507 |
|---|---|
| Coefficient of variation (CV) | 0.76703361 |
| Kurtosis | 0.85017931 |
| Mean | 3.3904 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.95869208 |
| Sum | 33904 |
| Variance | 6.7628641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 1 | 1887 | |
| 2 | 1605 | |
| 3 | 1432 | |
| 4 | 1213 | |
| 5 | 956 | |
| 0 | 931 | |
| 6 | 715 | 7.1% |
| 7 | 487 | 4.9% |
| 8 | 324 | 3.2% |
| 9 | 191 | 1.9% |
| Other values (8) | 259 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 931 | |
| 1 | 1887 | |
| 2 | 1605 | |
| 3 | 1432 | |
| 4 | 1213 | |
| 5 | 956 | |
| 6 | 715 | 7.1% |
| 7 | 487 | 4.9% |
| 8 | 324 | 3.2% |
| 9 | 191 | 1.9% |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 16 | 3 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 13 | 0.1% |
| 13 | 15 | 0.1% |
| 12 | 43 | 0.4% |
| 11 | 65 | 0.7% |
| 10 | 118 | 1.2% |
| 9 | 191 | |
| 8 | 324 |
TermlySessionsUnauthorised
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9996 | |
| 1 | 4 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 9996 | |
| 1 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9996 | |
| 1 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9996 | |
| 1 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9996 | |
| 1 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9996 | |
| 1 | 4 | < 0.1% |
T_Reason_I
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6227 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 477 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 16 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.9698103 |
|---|---|
| Coefficient of variation (CV) | 0.75042057 |
| Kurtosis | 0.83542543 |
| Mean | 6.6227 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.97970733 |
| Sum | 66227 |
| Variance | 24.699015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 1 | 915 | 9.2% |
| 2 | 910 | 9.1% |
| 3 | 894 | 8.9% |
| 4 | 894 | 8.9% |
| 5 | 820 | 8.2% |
| 6 | 734 | 7.3% |
| 7 | 689 | 6.9% |
| 8 | 601 | 6.0% |
| 9 | 578 | 5.8% |
| 0 | 477 | 4.8% |
| Other values (21) | 2488 |
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 1 | 915 | |
| 2 | 910 | |
| 3 | 894 | |
| 4 | 894 | |
| 5 | 820 | |
| 6 | 734 | |
| 7 | 689 | |
| 8 | 601 | |
| 9 | 578 |
| Value | Count | Frequency (%) |
| 30 | 2 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 3 | < 0.1% |
| 27 | 11 | 0.1% |
| 26 | 6 | 0.1% |
| 25 | 9 | 0.1% |
| 24 | 14 | 0.1% |
| 23 | 21 | |
| 22 | 24 | |
| 21 | 39 |
T_Reason_M
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4773 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2072 |
| Zeros (%) | 20.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1827192 |
|---|---|
| Coefficient of variation (CV) | 0.80059511 |
| Kurtosis | 0.83256316 |
| Mean | 1.4773 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.86133962 |
| Sum | 14773 |
| Variance | 1.3988246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 3675 | |
| 2 | 2472 | |
| 0 | 2072 | |
| 3 | 1181 | 11.8% |
| 4 | 438 | 4.4% |
| 5 | 124 | 1.2% |
| 6 | 27 | 0.3% |
| 7 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2072 | |
| 1 | 3675 | |
| 2 | 2472 | |
| 3 | 1181 | 11.8% |
| 4 | 438 | 4.4% |
| 5 | 124 | 1.2% |
| 6 | 27 | 0.3% |
| 7 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 7 | 11 | 0.1% |
| 6 | 27 | 0.3% |
| 5 | 124 | 1.2% |
| 4 | 438 | 4.4% |
| 3 | 1181 | 11.8% |
| 2 | 2472 | |
| 1 | 3675 | |
| 0 | 2072 |
T_Reason_R
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8220 | |
| 1 | 1780 | 17.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 8220 | |
| 1 | 1780 | 17.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8220 | |
| 1 | 1780 | 17.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8220 | |
| 1 | 1780 | 17.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8220 | |
| 1 | 1780 | 17.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8220 | |
| 1 | 1780 | 17.8% |
T_Reason_S
Real number (ℝ)
| Distinct | 68 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.0208 |
| Minimum | 0 |
|---|---|
| Maximum | 82 |
| Zeros | 205 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 13 |
| Q3 | 22 |
| 95-th percentile | 37 |
| Maximum | 82 |
| Range | 82 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.452558 |
|---|---|
| Coefficient of variation (CV) | 0.7624466 |
| Kurtosis | 0.90083209 |
| Mean | 15.0208 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.99692002 |
| Sum | 150208 |
| Variance | 131.16108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 468 | 4.7% |
| 4 | 432 | 4.3% |
| 3 | 431 | 4.3% |
| 2 | 429 | 4.3% |
| 8 | 413 | 4.1% |
| 5 | 389 | 3.9% |
| 6 | 386 | 3.9% |
| 9 | 380 | 3.8% |
| 10 | 375 | 3.8% |
| 7 | 363 | 3.6% |
| Other values (58) | 5934 |
| Value | Count | Frequency (%) |
| 0 | 205 | |
| 1 | 468 | |
| 2 | 429 | |
| 3 | 431 | |
| 4 | 432 | |
| 5 | 389 | |
| 6 | 386 | |
| 7 | 363 | |
| 8 | 413 | |
| 9 | 380 |
| Value | Count | Frequency (%) |
| 82 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 64 | 2 | < 0.1% |
| 63 | 3 | |
| 62 | 1 | < 0.1% |
| 61 | 2 | < 0.1% |
| 60 | 5 | |
| 59 | 4 | |
| 58 | 5 |
T_Reason_T
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3009 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 1357 |
| Zeros (%) | 13.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7826601 |
|---|---|
| Coefficient of variation (CV) | 0.77476643 |
| Kurtosis | 0.89654488 |
| Mean | 2.3009 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.93235457 |
| Sum | 23009 |
| Variance | 3.177877 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 1 | 2599 | |
| 2 | 2151 | |
| 3 | 1620 | |
| 0 | 1357 | |
| 4 | 1078 | |
| 5 | 616 | 6.2% |
| 6 | 343 | 3.4% |
| 7 | 148 | 1.5% |
| 8 | 54 | 0.5% |
| 9 | 17 | 0.2% |
| Other values (3) | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1357 | |
| 1 | 2599 | |
| 2 | 2151 | |
| 3 | 1620 | |
| 4 | 1078 | |
| 5 | 616 | 6.2% |
| 6 | 343 | 3.4% |
| 7 | 148 | 1.5% |
| 8 | 54 | 0.5% |
| 9 | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 13 | 1 | < 0.1% |
| 11 | 4 | < 0.1% |
| 10 | 12 | 0.1% |
| 9 | 17 | 0.2% |
| 8 | 54 | 0.5% |
| 7 | 148 | 1.5% |
| 6 | 343 | 3.4% |
| 5 | 616 | 6.2% |
| 4 | 1078 | |
| 3 | 1620 |
T_Reason_H
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 73 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 0 | 4151 | |
| 2 | 996 | 10.0% |
| 3 | 73 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 0 | 4151 | |
| 2 | 996 | 10.0% |
| 3 | 73 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 0 | 4151 | |
| 2 | 996 | 10.0% |
| 3 | 73 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 0 | 4151 | |
| 2 | 996 | 10.0% |
| 3 | 73 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 0 | 4151 | |
| 2 | 996 | 10.0% |
| 3 | 73 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 0 | 4151 | |
| 2 | 996 | 10.0% |
| 3 | 73 | 0.7% |
T_Reason_E
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2106 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 2533 |
| Zeros (%) | 25.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.99787134 |
|---|---|
| Coefficient of variation (CV) | 0.82427833 |
| Kurtosis | 0.47518956 |
| Mean | 1.2106 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.75444169 |
| Sum | 12106 |
| Variance | 0.99574721 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 4138 | |
| 0 | 2533 | |
| 2 | 2282 | |
| 3 | 822 | 8.2% |
| 4 | 190 | 1.9% |
| 5 | 32 | 0.3% |
| 6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2533 | |
| 1 | 4138 | |
| 2 | 2282 | |
| 3 | 822 | 8.2% |
| 4 | 190 | 1.9% |
| 5 | 32 | 0.3% |
| 6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 3 | < 0.1% |
| 5 | 32 | 0.3% |
| 4 | 190 | 1.9% |
| 3 | 822 | 8.2% |
| 2 | 2282 | |
| 1 | 4138 | |
| 0 | 2533 |
T_Reason_C
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6015 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 1194 |
| Zeros (%) | 11.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9943659 |
|---|---|
| Coefficient of variation (CV) | 0.76662154 |
| Kurtosis | 0.9258934 |
| Mean | 2.6015 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.94587794 |
| Sum | 26015 |
| Variance | 3.9774955 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 1 | 2329 | |
| 2 | 1973 | |
| 3 | 1634 | |
| 4 | 1234 | |
| 0 | 1194 | |
| 5 | 751 | 7.5% |
| 6 | 428 | 4.3% |
| 7 | 233 | 2.3% |
| 8 | 128 | 1.3% |
| 9 | 58 | 0.6% |
| Other values (4) | 38 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 1 | 2329 | |
| 2 | 1973 | |
| 3 | 1634 | |
| 4 | 1234 | |
| 5 | 751 | 7.5% |
| 6 | 428 | 4.3% |
| 7 | 233 | 2.3% |
| 8 | 128 | 1.3% |
| 9 | 58 | 0.6% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 12 | 3 | < 0.1% |
| 11 | 11 | 0.1% |
| 10 | 23 | 0.2% |
| 9 | 58 | 0.6% |
| 8 | 128 | 1.3% |
| 7 | 233 | 2.3% |
| 6 | 428 | 4.3% |
| 5 | 751 | |
| 4 | 1234 |
T_Reason_G
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4547 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 2126 |
| Zeros (%) | 21.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1655401 |
|---|---|
| Coefficient of variation (CV) | 0.8012237 |
| Kurtosis | 0.60133556 |
| Mean | 1.4547 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.80546694 |
| Sum | 14547 |
| Variance | 1.3584838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 3695 | |
| 2 | 2410 | |
| 0 | 2126 | |
| 3 | 1212 | 12.1% |
| 4 | 421 | 4.2% |
| 5 | 110 | 1.1% |
| 6 | 21 | 0.2% |
| 7 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2126 | |
| 1 | 3695 | |
| 2 | 2410 | |
| 3 | 1212 | 12.1% |
| 4 | 421 | 4.2% |
| 5 | 110 | 1.1% |
| 6 | 21 | 0.2% |
| 7 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 4 | < 0.1% |
| 6 | 21 | 0.2% |
| 5 | 110 | 1.1% |
| 4 | 421 | 4.2% |
| 3 | 1212 | 12.1% |
| 2 | 2410 | |
| 1 | 3695 | |
| 0 | 2126 |
T_Reason_U
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 289 |
| 3 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5230 | |
| 1 | 4477 | |
| 2 | 289 | 2.9% |
| 3 | 4 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5230 | |
| 1 | 4477 | |
| 2 | 289 | 2.9% |
| 3 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5230 | |
| 1 | 4477 | |
| 2 | 289 | 2.9% |
| 3 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5230 | |
| 1 | 4477 | |
| 2 | 289 | 2.9% |
| 3 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5230 | |
| 1 | 4477 | |
| 2 | 289 | 2.9% |
| 3 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5230 | |
| 1 | 4477 | |
| 2 | 289 | 2.9% |
| 3 | 4 | < 0.1% |
T_Reason_O
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3646 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 631 |
| Zeros (%) | 6.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 13 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.064864 |
|---|---|
| Coefficient of variation (CV) | 0.75771986 |
| Kurtosis | 0.70277802 |
| Mean | 5.3646 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9487828 |
| Sum | 53646 |
| Variance | 16.523119 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1 | 1136 | |
| 2 | 1111 | |
| 4 | 1045 | |
| 3 | 1043 | |
| 5 | 922 | |
| 6 | 800 | |
| 7 | 634 | 6.3% |
| 0 | 631 | 6.3% |
| 8 | 578 | 5.8% |
| 9 | 491 | 4.9% |
| Other values (16) | 1609 |
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 1136 | |
| 2 | 1111 | |
| 3 | 1043 | |
| 4 | 1045 | |
| 5 | 922 | |
| 6 | 800 | |
| 7 | 634 | |
| 8 | 578 | |
| 9 | 491 |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 24 | 3 | < 0.1% |
| 23 | 2 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 10 | 0.1% |
| 20 | 16 | 0.2% |
| 19 | 26 | |
| 18 | 33 | |
| 17 | 52 | |
| 16 | 61 |
T_Reason_N
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8851 | |
| 1 | 1149 | 11.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 8851 | |
| 1 | 1149 | 11.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8851 | |
| 1 | 1149 | 11.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8851 | |
| 1 | 1149 | 11.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8851 | |
| 1 | 1149 | 11.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8851 | |
| 1 | 1149 | 11.5% |
| Estab | TermlySessionsPossible | TermlySessionsAuthorised | T_Reason_I | T_Reason_M | T_Reason_S | T_Reason_T | T_Reason_E | T_Reason_C | T_Reason_G | T_Reason_O | Gender | EnrolStatus | NCyearActual | TermlySessionsUnauthorised | T_Reason_R | T_Reason_H | T_Reason_U | T_Reason_N | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Estab | 1.000 | -0.091 | 0.003 | 0.102 | 0.086 | -0.073 | 0.027 | 0.008 | 0.102 | 0.023 | -0.081 | 0.015 | 0.047 | 0.000 | 0.000 | 0.000 | 0.041 | 0.003 | 0.078 |
| TermlySessionsPossible | -0.091 | 1.000 | -0.052 | 0.142 | 0.045 | -0.479 | -0.015 | -0.036 | -0.024 | 0.041 | -0.001 | 0.000 | 0.124 | 0.148 | 0.000 | 0.058 | 0.000 | 0.000 | 0.017 |
| TermlySessionsAuthorised | 0.003 | -0.052 | 1.000 | -0.180 | -0.104 | -0.077 | -0.020 | -0.032 | -0.071 | -0.027 | -0.061 | 0.090 | 0.023 | 0.003 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 |
| T_Reason_I | 0.102 | 0.142 | -0.180 | 1.000 | 0.211 | -0.182 | 0.007 | 0.010 | 0.059 | 0.030 | 0.094 | 0.013 | 0.028 | 0.037 | 0.035 | 0.046 | 0.000 | 0.024 | 0.021 |
| T_Reason_M | 0.086 | 0.045 | -0.104 | 0.211 | 1.000 | -0.100 | 0.019 | 0.024 | 0.067 | 0.031 | 0.071 | 0.037 | 0.044 | 0.000 | 0.000 | 0.031 | 0.000 | 0.021 | 0.006 |
| T_Reason_S | -0.073 | -0.479 | -0.077 | -0.182 | -0.100 | 1.000 | 0.007 | -0.040 | -0.045 | -0.078 | -0.055 | 0.024 | 0.117 | 0.191 | 0.000 | 0.050 | 0.002 | 0.011 | 0.000 |
| T_Reason_T | 0.027 | -0.015 | -0.020 | 0.007 | 0.019 | 0.007 | 1.000 | 0.030 | 0.009 | 0.021 | 0.019 | 0.000 | 0.000 | 0.011 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 |
| T_Reason_E | 0.008 | -0.036 | -0.032 | 0.010 | 0.024 | -0.040 | 0.030 | 1.000 | 0.078 | 0.038 | 0.137 | 0.043 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.048 | 0.030 |
| T_Reason_C | 0.102 | -0.024 | -0.071 | 0.059 | 0.067 | -0.045 | 0.009 | 0.078 | 1.000 | -0.005 | 0.129 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.026 | 0.032 |
| T_Reason_G | 0.023 | 0.041 | -0.027 | 0.030 | 0.031 | -0.078 | 0.021 | 0.038 | -0.005 | 1.000 | 0.055 | 0.011 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 |
| T_Reason_O | -0.081 | -0.001 | -0.061 | 0.094 | 0.071 | -0.055 | 0.019 | 0.137 | 0.129 | 0.055 | 1.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.053 | 0.000 | 0.100 | 0.000 |
| Gender | 0.015 | 0.000 | 0.090 | 0.013 | 0.037 | 0.024 | 0.000 | 0.043 | 0.000 | 0.011 | 0.000 | 1.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.002 | 0.015 | 0.013 |
| EnrolStatus | 0.047 | 0.124 | 0.023 | 0.028 | 0.044 | 0.117 | 0.000 | 0.000 | 0.000 | 0.011 | 0.043 | 0.008 | 1.000 | 0.129 | 0.000 | 0.012 | 0.030 | 0.022 | 0.000 |
| NCyearActual | 0.000 | 0.148 | 0.003 | 0.037 | 0.000 | 0.191 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.129 | 1.000 | 0.042 | 0.013 | 0.029 | 0.000 | 0.000 |
| TermlySessionsUnauthorised | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| T_Reason_R | 0.000 | 0.058 | 0.035 | 0.046 | 0.031 | 0.050 | 0.007 | 0.011 | 0.000 | 0.000 | 0.053 | 0.000 | 0.012 | 0.013 | 0.000 | 1.000 | 0.000 | 0.028 | 0.000 |
| T_Reason_H | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.002 | 0.030 | 0.029 | 0.000 | 0.000 | 1.000 | 0.014 | 0.000 |
| T_Reason_U | 0.003 | 0.000 | 0.000 | 0.024 | 0.021 | 0.011 | 0.000 | 0.048 | 0.026 | 0.063 | 0.100 | 0.015 | 0.022 | 0.000 | 0.000 | 0.028 | 0.014 | 1.000 | 0.000 |
| T_Reason_N | 0.078 | 0.017 | 0.000 | 0.021 | 0.006 | 0.000 | 0.000 | 0.030 | 0.032 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Estab | UPN | Surname | Forename | Middlenames | PreferredSurname | FormerSurname | Gender | DoB | EnrolStatus | EntryDate | NCyearActual | TermlySessionsPossible | TermlySessionsAuthorised | TermlySessionsUnauthorised | T_Reason_I | T_Reason_M | T_Reason_R | T_Reason_S | T_Reason_T | T_Reason_H | T_Reason_E | T_Reason_C | T_Reason_G | T_Reason_U | T_Reason_O | T_Reason_N | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 193428 | 6e2aa259-ee06-416f-ad12-1036992061a8 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2014-09-04 00:00:00 | 9 | 109 | 4 | 0 | 2 | 2 | 0 | 16 | 7 | 1 | 2 | 4 | 5 | 1 | 5 | 0 |
| 1 | 254469 | 2bd78167-f6d1-452e-9487-9012efa4dc69 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2013-09-04 00:00:00 | 7 | 131 | 3 | 0 | 17 | 2 | 1 | 1 | 2 | 0 | 2 | 4 | 2 | 1 | 14 | 0 |
| 2 | 200584 | 2483d8ab-c310-4b5c-a86e-cd560c162143 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2014-07-15 00:00:00 | 11 | 138 | 1 | 0 | 19 | 2 | 1 | 0 | 1 | 1 | 2 | 1 | 1 | 0 | 6 | 0 |
| 3 | 202132 | c204de8e-8b5b-486e-b2c8-8a0110377512 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2014-09-05 00:00:00 | 10 | 122 | 6 | 0 | 11 | 0 | 0 | 4 | 5 | 1 | 1 | 4 | 0 | 1 | 5 | 0 |
| 4 | 227256 | 2d27fbb7-da63-4963-af83-fc2fe1f2380d | NaN | NaN | NaN | NaN | NaN | F | NaN | Leaver | 2010-09-01 00:00:00 | 10 | 105 | 1 | 0 | 11 | 2 | 0 | 24 | 4 | 0 | 1 | 3 | 3 | 0 | 0 | 0 |
| 5 | 219902 | 06a93aa2-6393-4433-bcb4-4a35dad7271c | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2012-09-04 00:00:00 | 10 | 127 | 2 | 0 | 20 | 2 | 1 | 10 | 4 | 0 | 3 | 5 | 1 | 0 | 2 | 0 |
| 6 | 187239 | 0050cee7-1b77-4e7a-abf7-d14f8d9d3a9b | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2014-09-03 00:00:00 | 8 | 140 | 6 | 0 | 9 | 2 | 1 | 2 | 1 | 1 | 0 | 1 | 1 | 0 | 6 | 0 |
| 7 | 196901 | 70ae7fa7-d2e3-4d4b-9d68-4d385a066725 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2011-09-07 00:00:00 | 11 | 129 | 4 | 0 | 18 | 4 | 0 | 0 | 5 | 0 | 3 | 4 | 2 | 1 | 10 | 0 |
| 8 | 188147 | 8544b86f-1621-4c73-bef5-d630feb30541 | NaN | NaN | NaN | NaN | NaN | M | NaN | Leaver | 2012-09-04 00:00:00 | 12 | 101 | 6 | 0 | 1 | 1 | 0 | 22 | 0 | 0 | 0 | 3 | 0 | 0 | 4 | 0 |
| 9 | 134367 | 224ad917-6b39-4545-b75f-1104d246d6c5 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2011-09-07 00:00:00 | 8 | 120 | 0 | 0 | 7 | 3 | 0 | 4 | 3 | 0 | 2 | 0 | 2 | 0 | 1 | 0 |
| Estab | UPN | Surname | Forename | Middlenames | PreferredSurname | FormerSurname | Gender | DoB | EnrolStatus | EntryDate | NCyearActual | TermlySessionsPossible | TermlySessionsAuthorised | TermlySessionsUnauthorised | T_Reason_I | T_Reason_M | T_Reason_R | T_Reason_S | T_Reason_T | T_Reason_H | T_Reason_E | T_Reason_C | T_Reason_G | T_Reason_U | T_Reason_O | T_Reason_N | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 239821 | f2b964e1-1324-42f7-8e40-db932ea2d87c | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2010-09-01 00:00:00 | Leaver | 119 | 7 | 0 | 10 | 2 | 1 | 10 | 3 | 0 | 1 | 1 | 0 | 0 | 1 | 0 |
| 9991 | 176304 | 3caa4889-cc4d-460e-a54b-2b7aeffe9183 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2013-09-04 00:00:00 | 11 | 134 | 3 | 0 | 12 | 0 | 0 | 5 | 6 | 0 | 1 | 0 | 1 | 0 | 7 | 0 |
| 9992 | 238923 | 74591cdd-c71e-469a-9140-3ed912370194 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2013-09-03 00:00:00 | 12 | 129 | 5 | 0 | 6 | 4 | 1 | 5 | 2 | 1 | 0 | 4 | 2 | 1 | 4 | 1 |
| 9993 | 223476 | c5d88065-c5d2-43d2-9f1f-522323190243 | NaN | NaN | NaN | NaN | NaN | M | NaN | Leaver | 2014-09-03 00:00:00 | 11 | 138 | 2 | 0 | 3 | 2 | 0 | 11 | 1 | 1 | 1 | 6 | 0 | 1 | 8 | 0 |
| 9994 | 206152 | c254f397-d93f-49a1-8b81-4ba87178df21 | NaN | NaN | NaN | NaN | NaN | F | NaN | M | 2014-10-22 00:00:00 | 11 | 106 | 2 | 0 | 19 | 1 | 0 | 11 | 0 | 0 | 1 | 3 | 2 | 0 | 6 | 0 |
| 9995 | 216464 | 29d97602-c91e-4032-a385-7047afb86cff | NaN | NaN | NaN | NaN | NaN | F | NaN | Leaver | 2011-09-05 00:00:00 | Leaver | 91 | 0 | 0 | 6 | 2 | 0 | 33 | 5 | 1 | 0 | 4 | 3 | 0 | 4 | 0 |
| 9996 | 166614 | 37e2186d-8db5-4581-8dab-b73491fc1b7a | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2013-09-06 00:00:00 | 8 | 137 | 3 | 0 | 6 | 1 | 0 | 0 | 5 | 1 | 1 | 0 | 2 | 1 | 3 | 0 |
| 9997 | 222124 | af18045e-6ce3-4f40-aeb0-accdf9e1ac3e | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2012-04-01 00:00:00 | 11 | 126 | 1 | 0 | 5 | 1 | 0 | 5 | 3 | 1 | 1 | 4 | 0 | 1 | 5 | 0 |
| 9998 | 194161 | 2ac891fb-26d6-4a39-a9eb-3cdb4e4fcf69 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2010-09-01 00:00:00 | 7 | 110 | 4 | 0 | 1 | 1 | 1 | 13 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 0 |
| 9999 | 158013 | 658d5595-6a3f-43ca-88ad-e9feb343db2d | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2013-09-02 00:00:00 | 10 | 128 | 4 | 0 | 11 | 1 | 0 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 6 | 0 |